{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensorflow version: 2.0.0\n"
     ]
    }
   ],
   "source": [
    "print('Tensorflow version: {}'.format(tf.__version__))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = 'D:\\shoe_pics'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_root = pathlib.Path(data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WindowsPath('D:/shoe_pics')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_root"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D:\\shoe_pics\\YEEZY BOOST 350 V2 GID _GLOW_\n",
      "D:\\shoe_pics\\YEEZY BOOST 350 V2 _BUTTER_\n",
      "D:\\shoe_pics\\YEEZY BOOST 350 V2 _CLAY_\n",
      "D:\\shoe_pics\\YEEZY BOOST 350 V2 _FROZEN YELLOW_\n",
      "D:\\shoe_pics\\YEEZY BOOST 350 V2 _ZEBRA_\n",
      "D:\\shoe_pics\\YEEZY BOOST 700 _INERTIA_\n"
     ]
    }
   ],
   "source": [
    "for item in data_root.iterdir():\n",
    "    print(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_image_paths = list(data_root.glob('*/*'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_count = len(all_image_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[WindowsPath('D:/shoe_pics/YEEZY BOOST 350 V2 GID _GLOW_/五 (1).jpeg'),\n",
       " WindowsPath('D:/shoe_pics/YEEZY BOOST 350 V2 GID _GLOW_/五 (1).jpg'),\n",
       " WindowsPath('D:/shoe_pics/YEEZY BOOST 350 V2 GID _GLOW_/五 (1).png')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_image_paths[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[WindowsPath('D:/shoe_pics/YEEZY BOOST 700 _INERTIA_/六 (97).jpg'),\n",
       " WindowsPath('D:/shoe_pics/YEEZY BOOST 700 _INERTIA_/六 (98).jpg'),\n",
       " WindowsPath('D:/shoe_pics/YEEZY BOOST 700 _INERTIA_/六 (99).jpg')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_image_paths[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1304"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "all_image_paths = [str(path) for path in all_image_paths]\n",
    "random.shuffle(all_image_paths)\n",
    "\n",
    "image_count = len(all_image_paths)\n",
    "image_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['D:\\\\shoe_pics\\\\YEEZY BOOST 350 V2 _ZEBRA_\\\\四 (194).jpg',\n",
       " 'D:\\\\shoe_pics\\\\YEEZY BOOST 350 V2 _CLAY_\\\\二 (127).jpg',\n",
       " 'D:\\\\shoe_pics\\\\YEEZY BOOST 350 V2 GID _GLOW_\\\\五 (88).jpg',\n",
       " 'D:\\\\shoe_pics\\\\YEEZY BOOST 350 V2 _ZEBRA_\\\\四 (178).jpg',\n",
       " 'D:\\\\shoe_pics\\\\YEEZY BOOST 350 V2 _BUTTER_\\\\一 (68).jpg']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_image_paths[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['YEEZY BOOST 350 V2 GID _GLOW_',\n",
       " 'YEEZY BOOST 350 V2 _BUTTER_',\n",
       " 'YEEZY BOOST 350 V2 _CLAY_',\n",
       " 'YEEZY BOOST 350 V2 _FROZEN YELLOW_',\n",
       " 'YEEZY BOOST 350 V2 _ZEBRA_',\n",
       " 'YEEZY BOOST 700 _INERTIA_']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_names = sorted(item.name for item in data_root.glob('*/') if item.is_dir())\n",
    "label_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'YEEZY BOOST 350 V2 GID _GLOW_': 0,\n",
       " 'YEEZY BOOST 350 V2 _BUTTER_': 1,\n",
       " 'YEEZY BOOST 350 V2 _CLAY_': 2,\n",
       " 'YEEZY BOOST 350 V2 _FROZEN YELLOW_': 3,\n",
       " 'YEEZY BOOST 350 V2 _ZEBRA_': 4,\n",
       " 'YEEZY BOOST 700 _INERTIA_': 5}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_to_index = dict((name, index) for index,name in enumerate(label_names))\n",
    "label_to_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_image_labels = [label_to_index[pathlib.Path(path).parent.name] for path in all_image_paths]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[4, 2, 0, 4, 1]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_image_labels[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython.display as display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def caption_image(label):\n",
    "    return {0: 'airplane', 1: 'lake'}.get(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lake\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lake\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for n in range(3):\n",
    "    image_index = random.choice(range(len(all_image_paths)))\n",
    "    display.display(display.Image(all_image_paths[image_index]))\n",
    "    print(caption_image(all_image_labels[image_index]))\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载和格式化图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\shoe_pics\\\\YEEZY BOOST 350 V2 _ZEBRA_\\\\四 (194).jpg'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = all_image_paths[0]\n",
    "img_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<tf.Tensor: id=1, shape=(), dtype=string, numpy=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00H\\...\n"
     ]
    }
   ],
   "source": [
    "img_raw = tf.io.read_file(img_path)\n",
    "print(repr(img_raw)[:100]+\"...\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(533, 800, 3)\n",
      "<dtype: 'uint8'>\n"
     ]
    }
   ],
   "source": [
    "img_tensor = tf.image.decode_image(img_raw)\n",
    "\n",
    "print(img_tensor.shape)\n",
    "print(img_tensor.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(533, 800, 3)\n",
      "0.0\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "img_tensor = tf.cast(img_tensor, tf.float32)\n",
    "img_final = img_tensor/255.0\n",
    "print(img_final.shape)\n",
    "print(img_final.numpy().min())\n",
    "print(img_final.numpy().max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_and_preprocess_image(path):\n",
    "    image = tf.io.read_file(path)\n",
    "    image = tf.image.decode_jpeg(image, channels=3)\n",
    "    image = tf.image.resize(image, [256, 256])\n",
    "    image = tf.cast(image, tf.float32)\n",
    "    image = image/255.0  # normalize to [0,1] range\n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "image_path = all_image_paths[0]\n",
    "label = all_image_labels[0]\n",
    "\n",
    "plt.imshow(load_and_preprocess_image(img_path))\n",
    "plt.grid(False)\n",
    "plt.xlabel(caption_image(label))\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_ds = tf.data.Dataset.from_tensor_slices(all_image_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.experimental.AUTOTUNE\n",
    "image_ds = path_ds.map(load_and_preprocess_image, num_parallel_calls=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_ds = tf.data.Dataset.from_tensor_slices(tf.cast(all_image_labels, tf.int64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YEEZY BOOST 350 V2 _ZEBRA_\n",
      "YEEZY BOOST 350 V2 _CLAY_\n",
      "YEEZY BOOST 350 V2 GID _GLOW_\n",
      "YEEZY BOOST 350 V2 _ZEBRA_\n",
      "YEEZY BOOST 350 V2 _BUTTER_\n",
      "YEEZY BOOST 350 V2 _FROZEN YELLOW_\n",
      "YEEZY BOOST 700 _INERTIA_\n",
      "YEEZY BOOST 350 V2 _BUTTER_\n",
      "YEEZY BOOST 350 V2 _CLAY_\n",
      "YEEZY BOOST 350 V2 GID _GLOW_\n"
     ]
    }
   ],
   "source": [
    "for label in label_ds.take(10):\n",
    "    print(label_names[label.numpy()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_label_ds = tf.data.Dataset.zip((image_ds, label_ds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ZipDataset shapes: ((256, 256, 3), ()), types: (tf.float32, tf.int64)>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_label_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_count = int(image_count*0.2)\n",
    "train_count = image_count - test_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = image_label_ds.skip(test_count)\n",
    "\n",
    "test_data = image_label_ds.take(test_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH_SIZE = 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-37-cbec249fc734>:2: shuffle_and_repeat (from tensorflow.python.data.experimental.ops.shuffle_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use `tf.data.Dataset.shuffle(buffer_size, seed)` followed by `tf.data.Dataset.repeat(count)`. Static tf.data optimizations will take care of using the fused implementation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<PrefetchDataset shapes: ((None, 256, 256, 3), (None,)), types: (tf.float32, tf.int64)>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data = train_data.apply(\n",
    "  tf.data.experimental.shuffle_and_repeat(buffer_size=train_count))\n",
    "train_data = train_data.batch(BATCH_SIZE)\n",
    "train_data = train_data.prefetch(buffer_size=AUTOTUNE)\n",
    "train_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data = test_data.batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "建立模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tf.keras.Sequential()   #顺序模型\n",
    "model.add(tf.keras.layers.Conv2D(64, (3, 3), input_shape=(256, 256, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.Conv2D(64, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.MaxPooling2D())\n",
    "model.add(tf.keras.layers.Conv2D(128, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.Conv2D(128, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.MaxPooling2D())\n",
    "model.add(tf.keras.layers.Conv2D(256, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.Conv2D(256, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.MaxPooling2D())\n",
    "model.add(tf.keras.layers.Conv2D(512, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.MaxPooling2D())\n",
    "model.add(tf.keras.layers.Conv2D(512, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.MaxPooling2D())\n",
    "model.add(tf.keras.layers.Conv2D(1024, (3, 3), activation='relu'))\n",
    "model.add(tf.keras.layers.GlobalAveragePooling2D())\n",
    "model.add(tf.keras.layers.Dense(1024, activation='relu'))\n",
    "model.add(tf.keras.layers.Dense(256, activation='relu'))\n",
    "model.add(tf.keras.layers.Dense(6, activation='softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam',\n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['acc']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "steps_per_epoch = train_count//BATCH_SIZE\n",
    "validation_steps = test_count//BATCH_SIZE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "35/35 [==============================] - 797s 23s/step - loss: 1.2610 - acc: 0.4455 - val_loss: 0.6951 - val_acc: 0.5391\n",
      "Epoch 2/30\n",
      "35/35 [==============================] - 792s 23s/step - loss: 0.7011 - acc: 0.5063 - val_loss: 0.7050 - val_acc: 0.4609\n",
      "Epoch 3/30\n",
      "35/35 [==============================] - 799s 23s/step - loss: 0.5422 - acc: 0.7804 - val_loss: 0.8315 - val_acc: 0.7461\n",
      "Epoch 4/30\n",
      "35/35 [==============================] - 796s 23s/step - loss: 0.3460 - acc: 0.8232 - val_loss: 0.2776 - val_acc: 0.9258\n",
      "Epoch 5/30\n",
      "35/35 [==============================] - 795s 23s/step - loss: 0.1473 - acc: 0.9634 - val_loss: 0.1719 - val_acc: 0.9531\n",
      "Epoch 6/30\n",
      "35/35 [==============================] - 796s 23s/step - loss: 0.1354 - acc: 0.9705 - val_loss: 0.1763 - val_acc: 0.9375\n",
      "Epoch 7/30\n",
      "35/35 [==============================] - 795s 23s/step - loss: 0.1629 - acc: 0.9598 - val_loss: 0.1398 - val_acc: 0.9492\n",
      "Epoch 8/30\n",
      "35/35 [==============================] - 799s 23s/step - loss: 0.1272 - acc: 0.9634 - val_loss: 0.2340 - val_acc: 0.9492\n",
      "Epoch 9/30\n",
      "35/35 [==============================] - 797s 23s/step - loss: 0.1193 - acc: 0.9688 - val_loss: 0.1823 - val_acc: 0.9453\n",
      "Epoch 10/30\n",
      "35/35 [==============================] - 793s 23s/step - loss: 0.3207 - acc: 0.8902 - val_loss: 0.5023 - val_acc: 0.7773\n",
      "Epoch 11/30\n",
      "35/35 [==============================] - 797s 23s/step - loss: 0.2417 - acc: 0.9259 - val_loss: 0.1652 - val_acc: 0.9414\n",
      "Epoch 12/30\n",
      "35/35 [==============================] - 796s 23s/step - loss: 0.1280 - acc: 0.9554 - val_loss: 0.1653 - val_acc: 0.9336\n",
      "Epoch 13/30\n",
      "35/35 [==============================] - 791s 23s/step - loss: 0.1474 - acc: 0.9571 - val_loss: 0.1482 - val_acc: 0.9375\n",
      "Epoch 14/30\n",
      "35/35 [==============================] - 795s 23s/step - loss: 0.1033 - acc: 0.9732 - val_loss: 0.1067 - val_acc: 0.9648\n",
      "Epoch 15/30\n",
      "35/35 [==============================] - 797s 23s/step - loss: 0.0835 - acc: 0.9741 - val_loss: 0.1233 - val_acc: 0.9531\n",
      "Epoch 16/30\n",
      "35/35 [==============================] - 793s 23s/step - loss: 0.0742 - acc: 0.9759 - val_loss: 0.1262 - val_acc: 0.9648\n",
      "Epoch 17/30\n",
      "35/35 [==============================] - 792s 23s/step - loss: 0.1585 - acc: 0.9491 - val_loss: 0.1102 - val_acc: 0.9609\n",
      "Epoch 18/30\n",
      "35/35 [==============================] - 795s 23s/step - loss: 0.0957 - acc: 0.9714 - val_loss: 0.1292 - val_acc: 0.9648\n",
      "Epoch 19/30\n",
      "35/35 [==============================] - 795s 23s/step - loss: 0.0738 - acc: 0.9759 - val_loss: 0.1040 - val_acc: 0.9609\n",
      "Epoch 20/30\n",
      "35/35 [==============================] - 794s 23s/step - loss: 0.0978 - acc: 0.9777 - val_loss: 0.1512 - val_acc: 0.9609\n",
      "Epoch 21/30\n",
      "35/35 [==============================] - 797s 23s/step - loss: 0.0988 - acc: 0.9732 - val_loss: 0.1707 - val_acc: 0.9453\n",
      "Epoch 22/30\n",
      "35/35 [==============================] - 798s 23s/step - loss: 0.1420 - acc: 0.9652 - val_loss: 0.1154 - val_acc: 0.9570\n",
      "Epoch 23/30\n",
      "35/35 [==============================] - 798s 23s/step - loss: 0.2785 - acc: 0.9366 - val_loss: 0.2586 - val_acc: 0.9297\n",
      "Epoch 24/30\n",
      "35/35 [==============================] - 792s 23s/step - loss: 0.2663 - acc: 0.9393 - val_loss: 0.1833 - val_acc: 0.9297\n",
      "Epoch 25/30\n",
      "35/35 [==============================] - 800s 23s/step - loss: 0.1467 - acc: 0.9554 - val_loss: 0.1571 - val_acc: 0.9570\n",
      "Epoch 26/30\n",
      "35/35 [==============================] - 796s 23s/step - loss: 0.1174 - acc: 0.9670 - val_loss: 0.1589 - val_acc: 0.9570\n",
      "Epoch 27/30\n",
      "35/35 [==============================] - 794s 23s/step - loss: 0.0960 - acc: 0.9688 - val_loss: 0.1434 - val_acc: 0.9531\n",
      "Epoch 28/30\n",
      "35/35 [==============================] - 795s 23s/step - loss: 0.0966 - acc: 0.9741 - val_loss: 0.1135 - val_acc: 0.9688\n",
      "Epoch 29/30\n",
      "35/35 [==============================] - 794s 23s/step - loss: 0.1020 - acc: 0.9759 - val_loss: 0.4174 - val_acc: 0.8945\n",
      "Epoch 30/30\n",
      "35/35 [==============================] - 798s 23s/step - loss: 0.1245 - acc: 0.9652 - val_loss: 0.1279 - val_acc: 0.9570\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(train_data, epochs=30, steps_per_epoch=steps_per_epoch, validation_data=test_data, validation_steps=validation_steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['loss', 'acc', 'val_loss', 'val_acc'])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "history.history.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xc610e70ac8>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc610dee780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.epoch, history.history.get('acc'), label='acc')\n",
    "plt.plot(history.epoch, history.history.get('val_acc'), label='val_acc')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xc610ee59e8>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc610e33358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.epoch, history.history.get('loss'), label='loss')\n",
    "plt.plot(history.epoch, history.history.get('val_loss'), label='val_loss')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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